{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from fbprophet import Prophet\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "# from dateutil.relativedelta import relativedelta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prophet(data: pd.DataFrame) -> list:\n",
    "    \"\"\"\n",
    "    get prediction by using fbprophet\n",
    "    :param data:  Dataframe - data with two columns date and y\n",
    "    :return:      Dateframe - predict result\n",
    "    \"\"\"\n",
    "    subset = pd.DataFrame({\n",
    "        'ds': data.date,\n",
    "        'y': data.y,\n",
    "    })\n",
    "\n",
    "    m = Prophet(\n",
    "        daily_seasonality=True,\n",
    "#         weekly_seasonality=True,\n",
    "        yearly_seasonality=False,\n",
    "        growth='linear',\n",
    "    )\n",
    "    m.fit(subset)\n",
    "\n",
    "    future = m.make_future_dataframe(periods=24, freq='H')\n",
    "\n",
    "    forecast = m.predict(future)\n",
    "    \n",
    "    fig1 = m.plot(forecast)\n",
    "    \n",
    "    return forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-01 00:00:00</td>\n",
       "      <td>670718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-01 01:00:00</td>\n",
       "      <td>648975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-10-01 02:00:00</td>\n",
       "      <td>635599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-10-01 03:00:00</td>\n",
       "      <td>536269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10-01 04:00:00</td>\n",
       "      <td>356870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date       y\n",
       "0 2020-10-01 00:00:00  670718\n",
       "1 2020-10-01 01:00:00  648975\n",
       "2 2020-10-01 02:00:00  635599\n",
       "3 2020-10-01 03:00:00  536269\n",
       "4 2020-10-01 04:00:00  356870"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('data3.xlsx')\n",
    "data.columns = ['date', 'y']\n",
    "data['date'] = pd.to_datetime(data['date'], format='%Y%m%d%H')\n",
    "data.y,plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/fbprophet/forecaster.py:400: FutureWarning:\n",
      "\n",
      "The pandas.datetime class is deprecated and will be removed from pandas in a future version. Import from datetime module instead.\n",
      "\n",
      "/usr/local/lib/python3.7/site-packages/fbprophet/forecaster.py:400: FutureWarning:\n",
      "\n",
      "The pandas.datetime class is deprecated and will be removed from pandas in a future version. Import from datetime module instead.\n",
      "\n",
      "/usr/local/lib/python3.7/site-packages/fbprophet/forecaster.py:400: FutureWarning:\n",
      "\n",
      "The pandas.datetime class is deprecated and will be removed from pandas in a future version. Import from datetime module instead.\n",
      "\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:1402: FutureWarning:\n",
      "\n",
      "Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/axes/_base.py:278: FutureWarning:\n",
      "\n",
      "Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = data[data.date < '20201031']\n",
    "result = prophet(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predict = result.tail(24).yhat.values\n",
    "actual = data.tail(24).y.values\n",
    "x = [x for x in range(24)]\n",
    "fig, ax = plt.subplots(figsize=(15,5),dpi = 300)\n",
    "ax.plot(x, predict, linewidth=2.0,label = \"predict\")\n",
    "ax.plot(x, actual, linewidth=2.0,label = \"actual\")\n",
    "ax.legend(loc=2);\n",
    "# ax.set_title(bf_name)\n",
    "#     plt.ylim((0, 450000))\n",
    "plt.grid(linestyle='-.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9614766675061719"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "error = 0\n",
    "summery = 0\n",
    "for i in range(24):\n",
    "    error += abs(predict[i] - actual[i])\n",
    "    summery += actual[i]\n",
    "acc = 1 - error/summery\n",
    "acc"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
